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cutlass/tools/test/perf/gemm/sgemm_splitK.cu
Andrew Kerr 877bdcace6
Cutlass 1.3 Release (#42) 
CUTLASS 1.3 Release
- Efficient GEMM kernel targeting Volta Tensor Cores via mma.sync instruction added in CUDA 10.1.
2019-03-20 10:49:17 -07:00

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/***************************************************************************************************
* Copyright (c) 2017-2019, NVIDIA CORPORATION. All rights reserved.
*
* Redistribution and use in source and binary forms, with or without modification, are permitted
* provided that the following conditions are met:
* * Redistributions of source code must retain the above copyright notice, this list of
* conditions and the following disclaimer.
* * Redistributions in binary form must reproduce the above copyright notice, this list of
* conditions and the following disclaimer in the documentation and/or other materials
* provided with the distribution.
* * Neither the name of the NVIDIA CORPORATION nor the names of its contributors may be used
* to endorse or promote products derived from this software without specific prior written
* permission.
*
* THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS "AS IS" AND ANY EXPRESS OR
* IMPLIED WARRANTIES, INCLUDING, BUT NOT LIMITED TO, THE IMPLIED WARRANTIES OF MERCHANTABILITY AND
* FITNESS FOR A PARTICULAR PURPOSE ARE DISCLAIMED. IN NO EVENT SHALL NVIDIA CORPORATION BE LIABLE
* FOR ANY DIRECT, INDIRECT, INCIDENTAL, SPECIAL, EXEMPLARY, OR CONSEQUENTIAL DAMAGES (INCLUDING,
* BUT NOT LIMITED TO, PROCUREMENT OF SUBSTITUTE GOODS OR SERVICES; LOSS OF USE, DATA, OR PROFITS;
* OR BUSINESS INTERRUPTION) HOWEVER CAUSED AND ON ANY THEORY OF LIABILITY, WHETHER IN CONTRACT,
* STRICT LIABILITY, OR TOR (INCLUDING NEGLIGENCE OR OTHERWISE) ARISING IN ANY WAY OUT OF THE USE
* OF THIS SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE.
*
**************************************************************************************************/
#include "cutlass/gemm/gemm.h"
#include "cutlass/gemm/sgemm_traits.h"
#include "cutlass/reduction/batched_reduction_traits.h"
#include "cutlass/gemm/device_gemm_traits.h"
#include "tools/test/perf/cutlass_perf_test.h"
#include "tools/test/perf/gemm/gemm_perf_testbed.h"
#include "tools/test/perf/gemm/gemm_profiler.h"
#include "tools/test/perf/gemm/cutlass_dispatch.h"
#include "tools/test/perf/gemm/cutlass_dispatch_splitK_PI.h"
#pragma warning( disable : 4503)
namespace perf {
////////////////////////////////////////////////////////////////////////////////////////////////////
template <typename OutputTile, typename threadGemmShape, typename threadReductionShape, int splits_count>
int profile_sgemm_splitkpi_kernel(
TestbenchOutput<GemmProblem> &output,
TestbenchOptions const &options,
Config const &config,
std::string const &name,
std::string const &algo) {
typedef perf::GemmProfiler<float, float, float, float, float> SGemmProfiler;
int results = 0;
{
/*batched sgemm traits*/
typedef cutlass::gemm::SgemmTraits<cutlass::MatrixLayout::kColumnMajor,
cutlass::MatrixLayout::kColumnMajor, OutputTile,
cutlass::gemm::LinearScaling<float>, threadGemmShape>
SgemmTraits;
/*batched reduction traits*/
typedef cutlass::reduction::BatchedReductionTraits<float,
float,
float,
float,
float,
splits_count,
cutlass::Shape<1, 1, 128>,
cutlass::Shape<1, 1, 64>,
threadReductionShape >
BatchedReductionTraits;
// create a device gemm
typedef typename cutlass::gemm::SplitkPIGemmTraits<SgemmTraits, BatchedReductionTraits> deviceGemmTraits;
typedef typename CutlassDispatchSplitKPIGemmBasic<deviceGemmTraits>::Dispatch Dispatch;
results |= profile_gemm<Dispatch, SGemmProfiler>(output, name + "_nn", options, config, algo + "_splitk_pi");
}
{
/*batched sgemm traits*/
typedef cutlass::gemm::SgemmTraits<cutlass::MatrixLayout::kColumnMajor,
cutlass::MatrixLayout::kRowMajor, OutputTile,
cutlass::gemm::LinearScaling<float>, threadGemmShape>
SgemmTraits;
/*batched reduction traits*/
typedef cutlass::reduction::BatchedReductionTraits<float,
float,
float,
float,
float,
splits_count,
cutlass::Shape<1, 1, 128>,
cutlass::Shape<1, 1, 64>,
threadReductionShape >
BatchedReductionTraits;
// create a device gemm
typedef typename cutlass::gemm::SplitkPIGemmTraits<SgemmTraits, BatchedReductionTraits> deviceGemmTraits;
typedef typename CutlassDispatchSplitKPIGemmBasic<deviceGemmTraits>::Dispatch Dispatch;
results |= profile_gemm<Dispatch, SGemmProfiler>(output, name + "_nt", options, config, algo + "_splitk_pi");
}
{
/*batched sgemm traits*/
typedef cutlass::gemm::SgemmTraits<cutlass::MatrixLayout::kRowMajor,
cutlass::MatrixLayout::kColumnMajor, OutputTile,
cutlass::gemm::LinearScaling<float>, threadGemmShape>
SgemmTraits;
/*batched reduction traits*/
typedef cutlass::reduction::BatchedReductionTraits<float,
float,
float,
float,
float,
splits_count,
cutlass::Shape<1, 1, 128>,
cutlass::Shape<1, 1, 64>,
threadReductionShape >
BatchedReductionTraits;
// create a device gemm
typedef typename cutlass::gemm::SplitkPIGemmTraits<SgemmTraits, BatchedReductionTraits> deviceGemmTraits;
typedef typename CutlassDispatchSplitKPIGemmBasic<deviceGemmTraits>::Dispatch Dispatch;
results |= profile_gemm<Dispatch, SGemmProfiler>(output, name + "_tn", options, config, algo + "_splitk_pi");
}
{
/*batched sgemm traits*/
typedef cutlass::gemm::SgemmTraits<cutlass::MatrixLayout::kRowMajor,
cutlass::MatrixLayout::kRowMajor, OutputTile,
cutlass::gemm::LinearScaling<float>, threadGemmShape>
SgemmTraits;
/*batched reduction traits*/
typedef cutlass::reduction::BatchedReductionTraits<float,
float,
float,
float,
float,
splits_count,
cutlass::Shape<1, 1, 128>,
cutlass::Shape<1, 1, 64>,
threadReductionShape >
BatchedReductionTraits;
// create a device gemm
typedef typename cutlass::gemm::SplitkPIGemmTraits<SgemmTraits, BatchedReductionTraits> deviceGemmTraits;
typedef typename CutlassDispatchSplitKPIGemmBasic<deviceGemmTraits>::Dispatch Dispatch;
results |= profile_gemm<Dispatch, SGemmProfiler>(output, name + "_tt", options, config, algo + "_splitk_pi");
}
return results;
}
/// Profiles all SGEMM tile sizes
int profile_sgemm_splitkpi(TestbenchOutput<GemmProblem> &output, TestbenchOptions const &options, Config const &config) {
int results = 0;
/*128x128x8*/
results |= profile_sgemm_splitkpi_kernel<cutlass::Shape<8, 128, 128>, cutlass::Shape<8, 8, 8>, cutlass::Shape<1, 1, 2>, 5 >(output, options, config, "sgemm_128x128x8_splitk_pi_split5", "128x128");
results |= profile_sgemm_splitkpi_kernel<cutlass::Shape<8, 128, 128>, cutlass::Shape<8, 8, 8>, cutlass::Shape<1, 1, 2>, 8 >(output, options, config, "sgemm_128x128x8_splitk_pi_split8", "128x128");
results |= profile_sgemm_splitkpi_kernel<cutlass::Shape<8, 128, 128>, cutlass::Shape<8, 8, 8>, cutlass::Shape<1, 1, 2>, 10 >(output, options, config, "sgemm_128x128x8_splitk_pi_split10", "128x128");
results |= profile_sgemm_splitkpi_kernel<cutlass::Shape<8, 128, 128>, cutlass::Shape<8, 8, 8>, cutlass::Shape<1, 1, 2>, 16 >(output, options, config, "sgemm_128x128x8_splitk_pi_split16", "128x128");
results |= profile_sgemm_splitkpi_kernel<cutlass::Shape<8, 128, 128>, cutlass::Shape<8, 8, 8>, cutlass::Shape<1, 1, 2>, 20 >(output, options, config, "sgemm_128x128x8_splitk_pi_split20", "128x128");
results |= profile_sgemm_splitkpi_kernel<cutlass::Shape<8, 128, 128>, cutlass::Shape<8, 8, 8>, cutlass::Shape<1, 1, 2>, 24 >(output, options, config, "sgemm_128x128x8_splitk_pi_split24", "128x128");
results |= profile_sgemm_splitkpi_kernel<cutlass::Shape<8, 128, 128>, cutlass::Shape<8, 8, 8>, cutlass::Shape<1, 1, 2>, 28 >(output, options, config, "sgemm_128x128x8_splitk_pi_split28", "128x128");
results |= profile_sgemm_splitkpi_kernel<cutlass::Shape<8, 128, 128>, cutlass::Shape<8, 8, 8>, cutlass::Shape<1, 1, 2>, 32 >(output, options, config, "sgemm_128x128x8_splitk_pi_split32", "128x128");
results |= profile_sgemm_splitkpi_kernel<cutlass::Shape<8, 128, 128>, cutlass::Shape<8, 8, 8>, cutlass::Shape<1, 1, 2>, 40 >(output, options, config, "sgemm_128x128x8_splitk_pi_split40", "128x128");
results |= profile_sgemm_splitkpi_kernel<cutlass::Shape<8, 128, 128>, cutlass::Shape<8, 8, 8>, cutlass::Shape<1, 1, 2>, 48 >(output, options, config, "sgemm_128x128x8_splitk_pi_split48", "128x128");
results |= profile_sgemm_splitkpi_kernel<cutlass::Shape<8, 128, 128>, cutlass::Shape<8, 8, 8>, cutlass::Shape<1, 1, 2>, 56 >(output, options, config, "sgemm_128x128x8_splitk_pi_split56", "128x128");
results |= profile_sgemm_splitkpi_kernel<cutlass::Shape<8, 128, 128>, cutlass::Shape<8, 8, 8>, cutlass::Shape<1, 1, 2>, 64 >(output, options, config, "sgemm_128x128x8_splitk_pi_split64", "128x128");
results |= profile_sgemm_splitkpi_kernel<cutlass::Shape<8, 128, 128>, cutlass::Shape<8, 8, 8>, cutlass::Shape<1, 1, 2>, 72 >(output, options, config, "sgemm_128x128x8_splitk_pi_split72", "128x128");
results |= profile_sgemm_splitkpi_kernel<cutlass::Shape<8, 128, 128>, cutlass::Shape<8, 8, 8>, cutlass::Shape<1, 1, 2>, 80 >(output, options, config, "sgemm_128x128x8_splitk_pi_split80", "128x128");
results |= profile_sgemm_splitkpi_kernel<cutlass::Shape<8, 128, 128>, cutlass::Shape<8, 8, 8>, cutlass::Shape<1, 1, 1>, 88 >(output, options, config, "sgemm_128x128x8_splitk_pi_split88", "128x128");
results |= profile_sgemm_splitkpi_kernel<cutlass::Shape<8, 128, 128>, cutlass::Shape<8, 8, 8>, cutlass::Shape<1, 1, 1>, 96 >(output, options, config, "sgemm_128x128x8_splitk_pi_split96", "128x128");
results |= profile_sgemm_splitkpi_kernel<cutlass::Shape<8, 128, 128>, cutlass::Shape<8, 8, 8>, cutlass::Shape<1, 1, 1>, 104 >(output, options, config, "sgemm_128x128x8_splitk_pi_split104", "128x128");
results |= profile_sgemm_splitkpi_kernel<cutlass::Shape<8, 128, 128>, cutlass::Shape<8, 8, 8>, cutlass::Shape<1, 1, 1>, 112 >(output, options, config, "sgemm_128x128x8_splitk_pi_split112", "128x128");
results |= profile_sgemm_splitkpi_kernel<cutlass::Shape<8, 128, 128>, cutlass::Shape<8, 8, 8>, cutlass::Shape<1, 1, 1>, 120 >(output, options, config, "sgemm_128x128x8_splitk_pi_split120", "128x128");
results |= profile_sgemm_splitkpi_kernel<cutlass::Shape<8, 128, 128>, cutlass::Shape<8, 8, 8>, cutlass::Shape<1, 1, 1>, 128 >(output, options, config, "sgemm_128x128x8_splitk_pi_split128", "128x128");
results |= profile_sgemm_splitkpi_kernel<cutlass::Shape<8, 128, 128>, cutlass::Shape<8, 8, 8>, cutlass::Shape<1, 1, 1>, 136 >(output, options, config, "sgemm_128x128x8_splitk_pi_split136", "128x128");
results |= profile_sgemm_splitkpi_kernel<cutlass::Shape<8, 128, 128>, cutlass::Shape<8, 8, 8>, cutlass::Shape<1, 1, 1>, 144 >(output, options, config, "sgemm_128x128x8_splitk_pi_split144", "128x128");
results |= profile_sgemm_splitkpi_kernel<cutlass::Shape<8, 128, 128>, cutlass::Shape<8, 8, 8>, cutlass::Shape<1, 1, 1>, 152 >(output, options, config, "sgemm_128x128x8_splitk_pi_split152", "128x128");
results |= profile_sgemm_splitkpi_kernel<cutlass::Shape<8, 128, 128>, cutlass::Shape<8, 8, 8>, cutlass::Shape<1, 1, 1>, 160 >(output, options, config, "sgemm_128x128x8_splitk_pi_split160", "128x128");
#ifdef EXHAUSTIVE_PROF
/*128x64x8*/
results |= profile_sgemm_splitkpi_kernel<cutlass::Shape<8, 64, 128>, cutlass::Shape<8, 8, 8>, cutlass::Shape<1, 1, 2>, 5 >(output, options, config, "sgemm_128x64x8_splitk_pi_split5", "128x64");
results |= profile_sgemm_splitkpi_kernel<cutlass::Shape<8, 64, 128>, cutlass::Shape<8, 8, 8>, cutlass::Shape<1, 1, 2>, 8 >(output, options, config, "sgemm_128x64x8_splitk_pi_split8", "128x64");
results |= profile_sgemm_splitkpi_kernel<cutlass::Shape<8, 64, 128>, cutlass::Shape<8, 8, 8>, cutlass::Shape<1, 1, 2>, 10 >(output, options, config, "sgemm_128x64x8_splitk_pi_split10", "128x64");
results |= profile_sgemm_splitkpi_kernel<cutlass::Shape<8, 64, 128>, cutlass::Shape<8, 8, 8>, cutlass::Shape<1, 1, 2>, 16 >(output, options, config, "sgemm_128x64x8_splitk_pi_split16", "128x64");
results |= profile_sgemm_splitkpi_kernel<cutlass::Shape<8, 64, 128>, cutlass::Shape<8, 8, 8>, cutlass::Shape<1, 1, 2>, 20 >(output, options, config, "sgemm_128x64x8_splitk_pi_split20", "128x64");
results |= profile_sgemm_splitkpi_kernel<cutlass::Shape<8, 64, 128>, cutlass::Shape<8, 8, 8>, cutlass::Shape<1, 1, 2>, 24 >(output, options, config, "sgemm_128x64x8_splitk_pi_split24", "128x64");
results |= profile_sgemm_splitkpi_kernel<cutlass::Shape<8, 64, 128>, cutlass::Shape<8, 8, 8>, cutlass::Shape<1, 1, 2>, 28 >(output, options, config, "sgemm_128x64x8_splitk_pi_split28", "128x64");
results |= profile_sgemm_splitkpi_kernel<cutlass::Shape<8, 64, 128>, cutlass::Shape<8, 8, 8>, cutlass::Shape<1, 1, 2>, 32 >(output, options, config, "sgemm_128x64x8_splitk_pi_split32", "128x64");
results |= profile_sgemm_splitkpi_kernel<cutlass::Shape<8, 64, 128>, cutlass::Shape<8, 8, 8>, cutlass::Shape<1, 1, 2>, 40 >(output, options, config, "sgemm_128x64x8_splitk_pi_split40", "128x64");
results |= profile_sgemm_splitkpi_kernel<cutlass::Shape<8, 64, 128>, cutlass::Shape<8, 8, 8>, cutlass::Shape<1, 1, 2>, 48 >(output, options, config, "sgemm_128x64x8_splitk_pi_split48", "128x64");
results |= profile_sgemm_splitkpi_kernel<cutlass::Shape<8, 64, 128>, cutlass::Shape<8, 8, 8>, cutlass::Shape<1, 1, 2>, 56 >(output, options, config, "sgemm_128x64x8_splitk_pi_split56", "128x64");
results |= profile_sgemm_splitkpi_kernel<cutlass::Shape<8, 64, 128>, cutlass::Shape<8, 8, 8>, cutlass::Shape<1, 1, 2>, 64 >(output, options, config, "sgemm_128x64x8_splitk_pi_split64", "128x64");
results |= profile_sgemm_splitkpi_kernel<cutlass::Shape<8, 64, 128>, cutlass::Shape<8, 8, 8>, cutlass::Shape<1, 1, 2>, 72 >(output, options, config, "sgemm_128x64x8_splitk_pi_split72", "128x64");
results |= profile_sgemm_splitkpi_kernel<cutlass::Shape<8, 64, 128>, cutlass::Shape<8, 8, 8>, cutlass::Shape<1, 1, 2>, 80 >(output, options, config, "sgemm_128x64x8_splitk_pi_split80", "128x64");
results |= profile_sgemm_splitkpi_kernel<cutlass::Shape<8, 64, 128>, cutlass::Shape<8, 8, 8>, cutlass::Shape<1, 1, 1>, 88 >(output, options, config, "sgemm_128x64x8_splitk_pi_split88", "128x64");
results |= profile_sgemm_splitkpi_kernel<cutlass::Shape<8, 64, 128>, cutlass::Shape<8, 8, 8>, cutlass::Shape<1, 1, 1>, 96 >(output, options, config, "sgemm_128x64x8_splitk_pi_split96", "128x64");
results |= profile_sgemm_splitkpi_kernel<cutlass::Shape<8, 64, 128>, cutlass::Shape<8, 8, 8>, cutlass::Shape<1, 1, 1>, 104 >(output, options, config, "sgemm_128x64x8_splitk_pi_split104", "128x64");
results |= profile_sgemm_splitkpi_kernel<cutlass::Shape<8, 64, 128>, cutlass::Shape<8, 8, 8>, cutlass::Shape<1, 1, 1>, 112 >(output, options, config, "sgemm_128x64x8_splitk_pi_split112", "128x64");
results |= profile_sgemm_splitkpi_kernel<cutlass::Shape<8, 64, 128>, cutlass::Shape<8, 8, 8>, cutlass::Shape<1, 1, 1>, 120 >(output, options, config, "sgemm_128x64x8_splitk_pi_split120", "128x64");
results |= profile_sgemm_splitkpi_kernel<cutlass::Shape<8, 64, 128>, cutlass::Shape<8, 8, 8>, cutlass::Shape<1, 1, 1>, 128 >(output, options, config, "sgemm_128x64x8_splitk_pi_split128", "128x64");
results |= profile_sgemm_splitkpi_kernel<cutlass::Shape<8, 64, 128>, cutlass::Shape<8, 8, 8>, cutlass::Shape<1, 1, 1>, 136 >(output, options, config, "sgemm_128x64x8_splitk_pi_split136", "128x64");
results |= profile_sgemm_splitkpi_kernel<cutlass::Shape<8, 64, 128>, cutlass::Shape<8, 8, 8>, cutlass::Shape<1, 1, 1>, 144 >(output, options, config, "sgemm_128x64x8_splitk_pi_split144", "128x64");
results |= profile_sgemm_splitkpi_kernel<cutlass::Shape<8, 64, 128>, cutlass::Shape<8, 8, 8>, cutlass::Shape<1, 1, 1>, 152 >(output, options, config, "sgemm_128x64x8_splitk_pi_split152", "128x64");
results |= profile_sgemm_splitkpi_kernel<cutlass::Shape<8, 64, 128>, cutlass::Shape<8, 8, 8>, cutlass::Shape<1, 1, 1>, 160 >(output, options, config, "sgemm_128x64x8_splitk_pi_split160", "128x64");
/*128x32x8*/
results |= profile_sgemm_splitkpi_kernel<cutlass::Shape<8, 32, 128>, cutlass::Shape<8, 8, 8>, cutlass::Shape<1, 1, 2>, 5 >(output, options, config, "sgemm_128x32x8_splitk_pi_split5", "128x32");
results |= profile_sgemm_splitkpi_kernel<cutlass::Shape<8, 32, 128>, cutlass::Shape<8, 8, 8>, cutlass::Shape<1, 1, 2>, 8 >(output, options, config, "sgemm_128x32x8_splitk_pi_split8", "128x32");
results |= profile_sgemm_splitkpi_kernel<cutlass::Shape<8, 32, 128>, cutlass::Shape<8, 8, 8>, cutlass::Shape<1, 1, 2>, 10 >(output, options, config, "sgemm_128x32x8_splitk_pi_split10", "128x32");
results |= profile_sgemm_splitkpi_kernel<cutlass::Shape<8, 32, 128>, cutlass::Shape<8, 8, 8>, cutlass::Shape<1, 1, 2>, 16 >(output, options, config, "sgemm_128x32x8_splitk_pi_split16", "128x32");
results |= profile_sgemm_splitkpi_kernel<cutlass::Shape<8, 32, 128>, cutlass::Shape<8, 8, 8>, cutlass::Shape<1, 1, 2>, 20 >(output, options, config, "sgemm_128x32x8_splitk_pi_split20", "128x32");
results |= profile_sgemm_splitkpi_kernel<cutlass::Shape<8, 32, 128>, cutlass::Shape<8, 8, 8>, cutlass::Shape<1, 1, 2>, 24 >(output, options, config, "sgemm_128x32x8_splitk_pi_split24", "128x32");
results |= profile_sgemm_splitkpi_kernel<cutlass::Shape<8, 32, 128>, cutlass::Shape<8, 8, 8>, cutlass::Shape<1, 1, 2>, 28 >(output, options, config, "sgemm_128x32x8_splitk_pi_split28", "128x32");
results |= profile_sgemm_splitkpi_kernel<cutlass::Shape<8, 32, 128>, cutlass::Shape<8, 8, 8>, cutlass::Shape<1, 1, 2>, 32 >(output, options, config, "sgemm_128x32x8_splitk_pi_split32", "128x32");
results |= profile_sgemm_splitkpi_kernel<cutlass::Shape<8, 32, 128>, cutlass::Shape<8, 8, 8>, cutlass::Shape<1, 1, 2>, 40 >(output, options, config, "sgemm_128x32x8_splitk_pi_split40", "128x32");
results |= profile_sgemm_splitkpi_kernel<cutlass::Shape<8, 32, 128>, cutlass::Shape<8, 8, 8>, cutlass::Shape<1, 1, 2>, 48 >(output, options, config, "sgemm_128x32x8_splitk_pi_split48", "128x32");
results |= profile_sgemm_splitkpi_kernel<cutlass::Shape<8, 32, 128>, cutlass::Shape<8, 8, 8>, cutlass::Shape<1, 1, 2>, 56 >(output, options, config, "sgemm_128x32x8_splitk_pi_split56", "128x32");
results |= profile_sgemm_splitkpi_kernel<cutlass::Shape<8, 32, 128>, cutlass::Shape<8, 8, 8>, cutlass::Shape<1, 1, 2>, 64 >(output, options, config, "sgemm_128x32x8_splitk_pi_split64", "128x32");
results |= profile_sgemm_splitkpi_kernel<cutlass::Shape<8, 32, 128>, cutlass::Shape<8, 8, 8>, cutlass::Shape<1, 1, 2>, 72 >(output, options, config, "sgemm_128x32x8_splitk_pi_split72", "128x32");
results |= profile_sgemm_splitkpi_kernel<cutlass::Shape<8, 32, 128>, cutlass::Shape<8, 8, 8>, cutlass::Shape<1, 1, 2>, 80 >(output, options, config, "sgemm_128x32x8_splitk_pi_split80", "128x32");
results |= profile_sgemm_splitkpi_kernel<cutlass::Shape<8, 32, 128>, cutlass::Shape<8, 8, 8>, cutlass::Shape<1, 1, 1>, 88 >(output, options, config, "sgemm_128x32x8_splitk_pi_split88", "128x32");
results |= profile_sgemm_splitkpi_kernel<cutlass::Shape<8, 32, 128>, cutlass::Shape<8, 8, 8>, cutlass::Shape<1, 1, 1>, 96 >(output, options, config, "sgemm_128x32x8_splitk_pi_split96", "128x32");
results |= profile_sgemm_splitkpi_kernel<cutlass::Shape<8, 32, 128>, cutlass::Shape<8, 8, 8>, cutlass::Shape<1, 1, 1>, 104 >(output, options, config, "sgemm_128x32x8_splitk_pi_split104", "128x32");
results |= profile_sgemm_splitkpi_kernel<cutlass::Shape<8, 32, 128>, cutlass::Shape<8, 8, 8>, cutlass::Shape<1, 1, 1>, 112 >(output, options, config, "sgemm_128x32x8_splitk_pi_split112", "128x32");
results |= profile_sgemm_splitkpi_kernel<cutlass::Shape<8, 32, 128>, cutlass::Shape<8, 8, 8>, cutlass::Shape<1, 1, 1>, 120 >(output, options, config, "sgemm_128x32x8_splitk_pi_split120", "128x32");
results |= profile_sgemm_splitkpi_kernel<cutlass::Shape<8, 32, 128>, cutlass::Shape<8, 8, 8>, cutlass::Shape<1, 1, 1>, 128 >(output, options, config, "sgemm_128x32x8_splitk_pi_split128", "128x32");
results |= profile_sgemm_splitkpi_kernel<cutlass::Shape<8, 32, 128>, cutlass::Shape<8, 8, 8>, cutlass::Shape<1, 1, 1>, 136 >(output, options, config, "sgemm_128x32x8_splitk_pi_split136", "128x32");
results |= profile_sgemm_splitkpi_kernel<cutlass::Shape<8, 32, 128>, cutlass::Shape<8, 8, 8>, cutlass::Shape<1, 1, 1>, 144 >(output, options, config, "sgemm_128x32x8_splitk_pi_split144", "128x32");
results |= profile_sgemm_splitkpi_kernel<cutlass::Shape<8, 32, 128>, cutlass::Shape<8, 8, 8>, cutlass::Shape<1, 1, 1>, 152 >(output, options, config, "sgemm_128x32x8_splitk_pi_split152", "128x32");
results |= profile_sgemm_splitkpi_kernel<cutlass::Shape<8, 32, 128>, cutlass::Shape<8, 8, 8>, cutlass::Shape<1, 1, 1>, 160 >(output, options, config, "sgemm_128x32x8_splitk_pi_split160", "128x32");
/*64x128*/
results |= profile_sgemm_splitkpi_kernel<cutlass::Shape<8, 128, 64>, cutlass::Shape<8, 8, 8>, cutlass::Shape<1, 1, 2>, 5 >(output, options, config, "sgemm_64x128x8_splitk_pi_split5", "64x128");
results |= profile_sgemm_splitkpi_kernel<cutlass::Shape<8, 128, 64>, cutlass::Shape<8, 8, 8>, cutlass::Shape<1, 1, 2>, 8 >(output, options, config, "sgemm_64x128x8_splitk_pi_split8", "64x128");
results |= profile_sgemm_splitkpi_kernel<cutlass::Shape<8, 128, 64>, cutlass::Shape<8, 8, 8>, cutlass::Shape<1, 1, 2>, 10 >(output, options, config, "sgemm_64x128x8_splitk_pi_split10", "64x128");
results |= profile_sgemm_splitkpi_kernel<cutlass::Shape<8, 128, 64>, cutlass::Shape<8, 8, 8>, cutlass::Shape<1, 1, 2>, 16 >(output, options, config, "sgemm_64x128x8_splitk_pi_split16", "64x128");
results |= profile_sgemm_splitkpi_kernel<cutlass::Shape<8, 128, 64>, cutlass::Shape<8, 8, 8>, cutlass::Shape<1, 1, 2>, 20 >(output, options, config, "sgemm_64x128x8_splitk_pi_split20", "64x128");
results |= profile_sgemm_splitkpi_kernel<cutlass::Shape<8, 128, 64>, cutlass::Shape<8, 8, 8>, cutlass::Shape<1, 1, 2>, 24 >(output, options, config, "sgemm_64x128x8_splitk_pi_split24", "64x128");
results |= profile_sgemm_splitkpi_kernel<cutlass::Shape<8, 128, 64>, cutlass::Shape<8, 8, 8>, cutlass::Shape<1, 1, 2>, 28 >(output, options, config, "sgemm_64x128x8_splitk_pi_split28", "64x128");
results |= profile_sgemm_splitkpi_kernel<cutlass::Shape<8, 128, 64>, cutlass::Shape<8, 8, 8>, cutlass::Shape<1, 1, 2>, 32 >(output, options, config, "sgemm_64x128x8_splitk_pi_split32", "64x128");
results |= profile_sgemm_splitkpi_kernel<cutlass::Shape<8, 128, 64>, cutlass::Shape<8, 8, 8>, cutlass::Shape<1, 1, 2>, 40 >(output, options, config, "sgemm_64x128x8_splitk_pi_split40", "64x128");
results |= profile_sgemm_splitkpi_kernel<cutlass::Shape<8, 128, 64>, cutlass::Shape<8, 8, 8>, cutlass::Shape<1, 1, 2>, 48 >(output, options, config, "sgemm_64x128x8_splitk_pi_split48", "64x128");
results |= profile_sgemm_splitkpi_kernel<cutlass::Shape<8, 128, 64>, cutlass::Shape<8, 8, 8>, cutlass::Shape<1, 1, 2>, 56 >(output, options, config, "sgemm_64x128x8_splitk_pi_split56", "64x128");
results |= profile_sgemm_splitkpi_kernel<cutlass::Shape<8, 128, 64>, cutlass::Shape<8, 8, 8>, cutlass::Shape<1, 1, 2>, 64 >(output, options, config, "sgemm_64x128x8_splitk_pi_split64", "64x128");
results |= profile_sgemm_splitkpi_kernel<cutlass::Shape<8, 128, 64>, cutlass::Shape<8, 8, 8>, cutlass::Shape<1, 1, 2>, 72 >(output, options, config, "sgemm_64x128x8_splitk_pi_split72", "64x128");
results |= profile_sgemm_splitkpi_kernel<cutlass::Shape<8, 128, 64>, cutlass::Shape<8, 8, 8>, cutlass::Shape<1, 1, 2>, 80 >(output, options, config, "sgemm_64x128x8_splitk_pi_split80", "64x128");
results |= profile_sgemm_splitkpi_kernel<cutlass::Shape<8, 128, 64>, cutlass::Shape<8, 8, 8>, cutlass::Shape<1, 1, 1>, 88 >(output, options, config, "sgemm_64x128x8_splitk_pi_split88", "64x128");
results |= profile_sgemm_splitkpi_kernel<cutlass::Shape<8, 128, 64>, cutlass::Shape<8, 8, 8>, cutlass::Shape<1, 1, 1>, 96 >(output, options, config, "sgemm_64x128x8_splitk_pi_split96", "64x128");
results |= profile_sgemm_splitkpi_kernel<cutlass::Shape<8, 128, 64>, cutlass::Shape<8, 8, 8>, cutlass::Shape<1, 1, 1>, 104 >(output, options, config, "sgemm_64x128x8_splitk_pi_split104", "64x128");
results |= profile_sgemm_splitkpi_kernel<cutlass::Shape<8, 128, 64>, cutlass::Shape<8, 8, 8>, cutlass::Shape<1, 1, 1>, 112 >(output, options, config, "sgemm_64x128x8_splitk_pi_split112", "64x128");
results |= profile_sgemm_splitkpi_kernel<cutlass::Shape<8, 128, 64>, cutlass::Shape<8, 8, 8>, cutlass::Shape<1, 1, 1>, 120 >(output, options, config, "sgemm_64x128x8_splitk_pi_split120", "64x128");
results |= profile_sgemm_splitkpi_kernel<cutlass::Shape<8, 128, 64>, cutlass::Shape<8, 8, 8>, cutlass::Shape<1, 1, 1>, 128 >(output, options, config, "sgemm_64x128x8_splitk_pi_split128", "64x128");
results |= profile_sgemm_splitkpi_kernel<cutlass::Shape<8, 128, 64>, cutlass::Shape<8, 8, 8>, cutlass::Shape<1, 1, 1>, 136 >(output, options, config, "sgemm_64x128x8_splitk_pi_split136", "64x128");
results |= profile_sgemm_splitkpi_kernel<cutlass::Shape<8, 128, 64>, cutlass::Shape<8, 8, 8>, cutlass::Shape<1, 1, 1>, 144 >(output, options, config, "sgemm_64x128x8_splitk_pi_split144", "64x128");
results |= profile_sgemm_splitkpi_kernel<cutlass::Shape<8, 128, 64>, cutlass::Shape<8, 8, 8>, cutlass::Shape<1, 1, 1>, 152 >(output, options, config, "sgemm_64x128x8_splitk_pi_split152", "64x128");
results |= profile_sgemm_splitkpi_kernel<cutlass::Shape<8, 128, 64>, cutlass::Shape<8, 8, 8>, cutlass::Shape<1, 1, 1>, 160 >(output, options, config, "sgemm_64x128x8_splitk_pi_split160", "64x128");
/*32x128*/
results |= profile_sgemm_splitkpi_kernel<cutlass::Shape<8, 128, 32>, cutlass::Shape<8, 8, 4>, cutlass::Shape<1, 1, 2>, 5 >(output, options, config, "sgemm_32x128x8_splitk_pi_split5", "32x128");
results |= profile_sgemm_splitkpi_kernel<cutlass::Shape<8, 128, 32>, cutlass::Shape<8, 8, 4>, cutlass::Shape<1, 1, 2>, 8 >(output, options, config, "sgemm_32x128x8_splitk_pi_split8", "32x128");
results |= profile_sgemm_splitkpi_kernel<cutlass::Shape<8, 128, 32>, cutlass::Shape<8, 8, 4>, cutlass::Shape<1, 1, 2>, 10 >(output, options, config, "sgemm_32x128x8_splitk_pi_split10", "32x128");
results |= profile_sgemm_splitkpi_kernel<cutlass::Shape<8, 128, 32>, cutlass::Shape<8, 8, 4>, cutlass::Shape<1, 1, 2>, 16 >(output, options, config, "sgemm_32x128x8_splitk_pi_split16", "32x128");
results |= profile_sgemm_splitkpi_kernel<cutlass::Shape<8, 128, 32>, cutlass::Shape<8, 8, 4>, cutlass::Shape<1, 1, 2>, 20 >(output, options, config, "sgemm_32x128x8_splitk_pi_split20", "32x128");
results |= profile_sgemm_splitkpi_kernel<cutlass::Shape<8, 128, 32>, cutlass::Shape<8, 8, 4>, cutlass::Shape<1, 1, 2>, 24 >(output, options, config, "sgemm_32x128x8_splitk_pi_split24", "32x128");
results |= profile_sgemm_splitkpi_kernel<cutlass::Shape<8, 128, 32>, cutlass::Shape<8, 8, 4>, cutlass::Shape<1, 1, 2>, 28 >(output, options, config, "sgemm_32x128x8_splitk_pi_split28", "32x128");
results |= profile_sgemm_splitkpi_kernel<cutlass::Shape<8, 128, 32>, cutlass::Shape<8, 8, 4>, cutlass::Shape<1, 1, 2>, 32 >(output, options, config, "sgemm_32x128x8_splitk_pi_split32", "32x128");
results |= profile_sgemm_splitkpi_kernel<cutlass::Shape<8, 128, 32>, cutlass::Shape<8, 8, 4>, cutlass::Shape<1, 1, 2>, 40 >(output, options, config, "sgemm_32x128x8_splitk_pi_split40", "32x128");
results |= profile_sgemm_splitkpi_kernel<cutlass::Shape<8, 128, 32>, cutlass::Shape<8, 8, 4>, cutlass::Shape<1, 1, 2>, 48 >(output, options, config, "sgemm_32x128x8_splitk_pi_split48", "32x128");
results |= profile_sgemm_splitkpi_kernel<cutlass::Shape<8, 128, 32>, cutlass::Shape<8, 8, 4>, cutlass::Shape<1, 1, 2>, 56 >(output, options, config, "sgemm_32x128x8_splitk_pi_split56", "32x128");
results |= profile_sgemm_splitkpi_kernel<cutlass::Shape<8, 128, 32>, cutlass::Shape<8, 8, 4>, cutlass::Shape<1, 1, 2>, 64 >(output, options, config, "sgemm_32x128x8_splitk_pi_split64", "32x128");
results |= profile_sgemm_splitkpi_kernel<cutlass::Shape<8, 128, 32>, cutlass::Shape<8, 8, 4>, cutlass::Shape<1, 1, 2>, 72 >(output, options, config, "sgemm_32x128x8_splitk_pi_split72", "32x128");
results |= profile_sgemm_splitkpi_kernel<cutlass::Shape<8, 128, 32>, cutlass::Shape<8, 8, 4>, cutlass::Shape<1, 1, 2>, 80 >(output, options, config, "sgemm_32x128x8_splitk_pi_split80", "32x128");
results |= profile_sgemm_splitkpi_kernel<cutlass::Shape<8, 128, 32>, cutlass::Shape<8, 8, 4>, cutlass::Shape<1, 1, 1>, 88 >(output, options, config, "sgemm_32x128x8_splitk_pi_split88", "32x128");
results |= profile_sgemm_splitkpi_kernel<cutlass::Shape<8, 128, 32>, cutlass::Shape<8, 8, 4>, cutlass::Shape<1, 1, 1>, 96 >(output, options, config, "sgemm_32x128x8_splitk_pi_split96", "32x128");
results |= profile_sgemm_splitkpi_kernel<cutlass::Shape<8, 128, 32>, cutlass::Shape<8, 8, 4>, cutlass::Shape<1, 1, 1>, 104 >(output, options, config, "sgemm_32x128x8_splitk_pi_split104", "32x128");
results |= profile_sgemm_splitkpi_kernel<cutlass::Shape<8, 128, 32>, cutlass::Shape<8, 8, 4>, cutlass::Shape<1, 1, 1>, 112 >(output, options, config, "sgemm_32x128x8_splitk_pi_split112", "32x128");
results |= profile_sgemm_splitkpi_kernel<cutlass::Shape<8, 128, 32>, cutlass::Shape<8, 8, 4>, cutlass::Shape<1, 1, 1>, 120 >(output, options, config, "sgemm_32x128x8_splitk_pi_split120", "32x128");
results |= profile_sgemm_splitkpi_kernel<cutlass::Shape<8, 128, 32>, cutlass::Shape<8, 8, 4>, cutlass::Shape<1, 1, 1>, 128 >(output, options, config, "sgemm_32x128x8_splitk_pi_split128", "32x128");
results |= profile_sgemm_splitkpi_kernel<cutlass::Shape<8, 128, 32>, cutlass::Shape<8, 8, 4>, cutlass::Shape<1, 1, 1>, 136 >(output, options, config, "sgemm_32x128x8_splitk_pi_split136", "32x128");
results |= profile_sgemm_splitkpi_kernel<cutlass::Shape<8, 128, 32>, cutlass::Shape<8, 8, 4>, cutlass::Shape<1, 1, 1>, 144 >(output, options, config, "sgemm_32x128x8_splitk_pi_split144", "32x128");
results |= profile_sgemm_splitkpi_kernel<cutlass::Shape<8, 128, 32>, cutlass::Shape<8, 8, 4>, cutlass::Shape<1, 1, 1>, 152 >(output, options, config, "sgemm_32x128x8_splitk_pi_split152", "32x128");
results |= profile_sgemm_splitkpi_kernel<cutlass::Shape<8, 128, 32>, cutlass::Shape<8, 8, 4>, cutlass::Shape<1, 1, 1>, 160 >(output, options, config, "sgemm_32x128x8_splitk_pi_split160", "32x128");
/*64x64*/
results |= profile_sgemm_splitkpi_kernel<cutlass::Shape<8, 64, 64>, cutlass::Shape<8, 8, 8>, cutlass::Shape<1, 1, 2>, 5 >(output, options, config, "sgemm_64x64x8_splitk_pi_split5", "64x64");
results |= profile_sgemm_splitkpi_kernel<cutlass::Shape<8, 64, 64>, cutlass::Shape<8, 8, 8>, cutlass::Shape<1, 1, 2>, 8 >(output, options, config, "sgemm_64x64x8_splitk_pi_split8", "64x64");
results |= profile_sgemm_splitkpi_kernel<cutlass::Shape<8, 64, 64>, cutlass::Shape<8, 8, 8>, cutlass::Shape<1, 1, 2>, 10 >(output, options, config, "sgemm_64x64x8_splitk_pi_split10", "64x64");
#endif //#ifdef EXHAUSTIVE_PROF
return results;
}
struct SgemmSplitKPIRegistrar {
SgemmSplitKPIRegistrar() { RegisterGemmProfileFunc(profile_sgemm_splitkpi); }
};
volatile SgemmSplitKPIRegistrar _SgemmSplitKPIRegistrar;
////////////////////////////////////////////////////////////////////////////////////////////////////
} // namespace perf
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